Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 18207 |
| Missing cells | 110929 |
| Missing cells (%) | 21.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.0 MiB |
| Average record size in memory | 232.0 B |
Variable types
| NUM | 25 |
|---|---|
| CAT | 4 |
Reproduction
| Analysis started | 2020-05-19 04:09:21.343117 |
|---|---|
| Analysis finished | 2020-05-19 04:11:31.329783 |
| Duration | 2 minutes and 9.99 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
iso_code has a high cardinality: 211 distinct values | High cardinality |
location has a high cardinality: 212 distinct values | High cardinality |
date has a high cardinality: 140 distinct values | High cardinality |
new_cases is highly correlated with total_cases and 1 other fields | High correlation |
total_cases is highly correlated with new_cases and 1 other fields | High correlation |
total_deaths is highly correlated with total_cases | High correlation |
new_deaths is highly correlated with new_cases | High correlation |
new_tests is highly correlated with total_tests | High correlation |
total_tests is highly correlated with new_tests | High correlation |
aged_65_older is highly correlated with median_age and 1 other fields | High correlation |
median_age is highly correlated with aged_65_older | High correlation |
aged_70_older is highly correlated with aged_65_older | High correlation |
total_cases_per_million has 466 (2.6%) missing values | Missing |
new_cases_per_million has 466 (2.6%) missing values | Missing |
total_deaths_per_million has 466 (2.6%) missing values | Missing |
new_deaths_per_million has 466 (2.6%) missing values | Missing |
total_tests has 13509 (74.2%) missing values | Missing |
new_tests has 14021 (77.0%) missing values | Missing |
total_tests_per_thousand has 13509 (74.2%) missing values | Missing |
new_tests_per_thousand has 14021 (77.0%) missing values | Missing |
tests_units has 12554 (69.0%) missing values | Missing |
population has 248 (1.4%) missing values | Missing |
population_density has 778 (4.3%) missing values | Missing |
median_age has 1599 (8.8%) missing values | Missing |
aged_65_older has 1818 (10.0%) missing values | Missing |
aged_70_older has 1682 (9.2%) missing values | Missing |
gdp_per_capita has 1814 (10.0%) missing values | Missing |
extreme_poverty has 7338 (40.3%) missing values | Missing |
cvd_death_rate has 1666 (9.2%) missing values | Missing |
diabetes_prevalence has 1072 (5.9%) missing values | Missing |
female_smokers has 4631 (25.4%) missing values | Missing |
male_smokers has 4773 (26.2%) missing values | Missing |
handwashing_facilities has 11085 (60.9%) missing values | Missing |
hospital_beds_per_100k has 2883 (15.8%) missing values | Missing |
new_cases_per_million is highly skewed (γ1 = 32.98200786) | Skewed |
new_deaths_per_million is highly skewed (γ1 = 23.80929814) | Skewed |
total_cases has 3293 (18.1%) zeros | Zeros |
new_cases has 7783 (42.7%) zeros | Zeros |
total_deaths has 8392 (46.1%) zeros | Zeros |
new_deaths has 12986 (71.3%) zeros | Zeros |
total_cases_per_million has 2975 (16.3%) zeros | Zeros |
new_cases_per_million has 7404 (40.7%) zeros | Zeros |
total_deaths_per_million has 8047 (44.2%) zeros | Zeros |
new_deaths_per_million has 12558 (69.0%) zeros | Zeros |
| Distinct count | 211 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 64 |
| Missing (%) | 0.4% |
| Memory size | 142.2 KiB |
| CHN | 140 |
|---|---|
| ITA | 140 |
| BRA | 140 |
| BLR | 140 |
| GRC | 140 |
| Other values (206) |
| Value | Count | Frequency (%) | |
| CHN | 140 | 0.8% | |
| ITA | 140 | 0.8% | |
| BRA | 140 | 0.8% | |
| BLR | 140 | 0.8% | |
| GRC | 140 | 0.8% | |
| NLD | 140 | 0.8% | |
| CHE | 140 | 0.8% | |
| IRN | 140 | 0.8% | |
| CZE | 140 | 0.8% | |
| MEX | 140 | 0.8% | |
| Other values (201) | 16743 | 92.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.038446751 |
| Min length | 3 |
| Distinct count | 212 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.2 KiB |
| Austria | 140 |
|---|---|
| Belgium | 140 |
| Malaysia | 140 |
| China | 140 |
| Sweden | 140 |
| Other values (207) |
| Value | Count | Frequency (%) | |
| Austria | 140 | 0.8% | |
| Belgium | 140 | 0.8% | |
| Malaysia | 140 | 0.8% | |
| China | 140 | 0.8% | |
| Sweden | 140 | 0.8% | |
| Finland | 140 | 0.8% | |
| Switzerland | 140 | 0.8% | |
| Estonia | 140 | 0.8% | |
| Lithuania | 140 | 0.8% | |
| Belarus | 140 | 0.8% | |
| Other values (202) | 16807 | 92.3% |
Length
| Max length | 32 |
|---|---|
| Median length | 7 |
| Mean length | 8.579062998 |
| Min length | 4 |
| Distinct count | 140 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.2 KiB |
| 2020-05-03 | 210 |
|---|---|
| 2020-05-05 | 210 |
| 2020-05-06 | 210 |
| 2020-05-08 | 210 |
| 2020-05-11 | 210 |
| Other values (135) |
| Value | Count | Frequency (%) | |
| 2020-05-03 | 210 | 1.2% | |
| 2020-05-05 | 210 | 1.2% | |
| 2020-05-06 | 210 | 1.2% | |
| 2020-05-08 | 210 | 1.2% | |
| 2020-05-11 | 210 | 1.2% | |
| 2020-05-12 | 210 | 1.2% | |
| 2020-05-07 | 210 | 1.2% | |
| 2020-05-02 | 210 | 1.2% | |
| 2020-05-10 | 210 | 1.2% | |
| 2020-05-04 | 210 | 1.2% | |
| Other values (130) | 16107 | 88.5% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
| Distinct count | 4733 |
|---|---|
| Unique (%) | 26.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15474.171252814851 |
|---|---|
| Minimum | 0 |
| Maximum | 4679511 |
| Zeros | 3293 |
| Zeros (%) | 18.1% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 70 |
| Q3 | 949 |
| 95-th percentile | 29291 |
| Maximum | 4679511 |
| Range | 4679511 |
| Interquartile range (IQR) | 946 |
Descriptive statistics
| Standard deviation | 160707.224 |
|---|---|
| Coefficient of variation (CV) | 10.38551412 |
| Kurtosis | 446.9422723 |
| Mean | 15474.17125 |
| Median Absolute Deviation (MAD) | 70 |
| Skewness | 19.83023398 |
| Sum | 281738236 |
| Variance | 2.582681186e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 3293 | 18.1% | |
| 1 | 619 | 3.4% | |
| 3 | 335 | 1.8% | |
| 2 | 310 | 1.7% | |
| 11 | 254 | 1.4% | |
| 16 | 221 | 1.2% | |
| 6 | 204 | 1.1% | |
| 7 | 199 | 1.1% | |
| 18 | 195 | 1.1% | |
| 5 | 194 | 1.1% | |
| Other values (4723) | 12383 | 68.0% |
| Value | Count | Frequency (%) | |
| 0 | 3293 | 18.1% | |
| 1 | 619 | 3.4% | |
| 2 | 310 | 1.7% | |
| 3 | 335 | 1.8% | |
| 4 | 175 | 1.0% |
| Value | Count | Frequency (%) | |
| 4679511 | 1 | < 0.1% | |
| 4598546 | 1 | < 0.1% | |
| 4504351 | 1 | < 0.1% | |
| 4406317 | 1 | < 0.1% | |
| 4309652 | 1 | < 0.1% |
| Distinct count | 1638 |
|---|---|
| Unique (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 514.0342725325424 |
|---|---|
| Minimum | -2461 |
| Maximum | 101445 |
| Zeros | 7783 |
| Zeros (%) | 42.7% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | -2461 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 39 |
| 95-th percentile | 1067.4 |
| Maximum | 101445 |
| Range | 103906 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 4662.38397 |
|---|---|
| Coefficient of variation (CV) | 9.070181152 |
| Kurtosis | 260.3983395 |
| Mean | 514.0342725 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 15.46795703 |
| Sum | 9359022 |
| Variance | 21737824.29 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 7783 | 42.7% | |
| 1 | 1043 | 5.7% | |
| 2 | 629 | 3.5% | |
| 3 | 419 | 2.3% | |
| 4 | 356 | 2.0% | |
| 6 | 279 | 1.5% | |
| 5 | 273 | 1.5% | |
| 7 | 203 | 1.1% | |
| 8 | 198 | 1.1% | |
| 9 | 182 | 1.0% | |
| Other values (1628) | 6842 | 37.6% |
| Value | Count | Frequency (%) | |
| -2461 | 1 | < 0.1% | |
| -1480 | 1 | < 0.1% | |
| -713 | 1 | < 0.1% | |
| -161 | 1 | < 0.1% | |
| -105 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 101445 | 1 | < 0.1% | |
| 98034 | 1 | < 0.1% | |
| 96665 | 1 | < 0.1% | |
| 94195 | 1 | < 0.1% | |
| 94185 | 1 | < 0.1% |
| Distinct count | 1606 |
|---|---|
| Unique (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1029.126984126984 |
|---|---|
| Minimum | 0 |
| Maximum | 315005 |
| Zeros | 8392 |
| Zeros (%) | 46.1% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 20 |
| 95-th percentile | 1323.9 |
| Maximum | 315005 |
| Range | 315005 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11138.59313 |
|---|---|
| Coefficient of variation (CV) | 10.82334182 |
| Kurtosis | 454.0648315 |
| Mean | 1029.126984 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 19.9908708 |
| Sum | 18737315 |
| Variance | 124068256.9 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 8392 | 46.1% | |
| 1 | 1347 | 7.4% | |
| 2 | 649 | 3.6% | |
| 3 | 524 | 2.9% | |
| 5 | 338 | 1.9% | |
| 4 | 322 | 1.8% | |
| 6 | 289 | 1.6% | |
| 7 | 256 | 1.4% | |
| 8 | 246 | 1.4% | |
| 10 | 237 | 1.3% | |
| Other values (1596) | 5607 | 30.8% |
| Value | Count | Frequency (%) | |
| 0 | 8392 | 46.1% | |
| 1 | 1347 | 7.4% | |
| 2 | 649 | 3.6% | |
| 3 | 524 | 2.9% | |
| 4 | 322 | 1.8% |
| Value | Count | Frequency (%) | |
| 315005 | 1 | < 0.1% | |
| 311675 | 1 | < 0.1% | |
| 307398 | 1 | < 0.1% | |
| 302253 | 1 | < 0.1% | |
| 296883 | 1 | < 0.1% |
| Distinct count | 538 |
|---|---|
| Unique (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.60262536387104 |
|---|---|
| Minimum | -6 |
| Maximum | 10520 |
| Zeros | 12986 |
| Zeros (%) | 71.3% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | -6 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 54 |
| Maximum | 10520 |
| Range | 10526 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 335.1289874 |
|---|---|
| Coefficient of variation (CV) | 9.685074005 |
| Kurtosis | 333.7841441 |
| Mean | 34.60262536 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.9896707 |
| Sum | 630010 |
| Variance | 112311.4382 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 12986 | 71.3% | |
| 1 | 1269 | 7.0% | |
| 2 | 646 | 3.5% | |
| 3 | 384 | 2.1% | |
| 4 | 297 | 1.6% | |
| 5 | 201 | 1.1% | |
| 6 | 170 | 0.9% | |
| 7 | 146 | 0.8% | |
| 8 | 121 | 0.7% | |
| 9 | 104 | 0.6% | |
| Other values (528) | 1883 | 10.3% |
| Value | Count | Frequency (%) | |
| -6 | 1 | < 0.1% | |
| 0 | 12986 | 71.3% | |
| 1 | 1269 | 7.0% | |
| 2 | 646 | 3.5% | |
| 3 | 384 | 2.1% |
| Value | Count | Frequency (%) | |
| 10520 | 1 | < 0.1% | |
| 8709 | 1 | < 0.1% | |
| 8568 | 1 | < 0.1% | |
| 7663 | 1 | < 0.1% | |
| 7604 | 1 | < 0.1% |
| Distinct count | 9716 |
|---|---|
| Unique (%) | 54.8% |
| Missing | 466 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 439.3398846739192 |
|---|---|
| Minimum | 0.0 |
| Maximum | 19270.433999999997 |
| Zeros | 2975 |
| Zeros (%) | 16.3% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.381 |
| median | 18.644 |
| Q3 | 213.596 |
| 95-th percentile | 2241.978 |
| Maximum | 19270.434 |
| Range | 19270.434 |
| Interquartile range (IQR) | 213.215 |
Descriptive statistics
| Standard deviation | 1358.225304 |
|---|---|
| Coefficient of variation (CV) | 3.091513773 |
| Kurtosis | 62.15266221 |
| Mean | 439.3398847 |
| Median Absolute Deviation (MAD) | 18.644 |
| Skewness | 6.765958642 |
| Sum | 7794328.894 |
| Variance | 1844775.977 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 2975 | 16.3% | |
| 0.034 | 67 | 0.4% | |
| 17.046 | 48 | 0.3% | |
| 199.973 | 46 | 0.3% | |
| 63.049 | 45 | 0.2% | |
| 193.757 | 43 | 0.2% | |
| 6.297 | 43 | 0.2% | |
| 0.06 | 39 | 0.2% | |
| 222.25 | 39 | 0.2% | |
| 2.611 | 38 | 0.2% | |
| Other values (9706) | 14358 | 78.9% | |
| (Missing) | 466 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 2975 | 16.3% | |
| 0.001 | 5 | < 0.1% | |
| 0.002 | 28 | 0.2% | |
| 0.003 | 7 | < 0.1% | |
| 0.004 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19270.434 | 1 | < 0.1% | |
| 19240.969 | 1 | < 0.1% | |
| 19211.503 | 1 | < 0.1% | |
| 19093.641 | 1 | < 0.1% | |
| 18946.314 | 1 | < 0.1% |
| Distinct count | 5724 |
|---|---|
| Unique (%) | 32.3% |
| Missing | 466 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.759929034439997 |
|---|---|
| Minimum | -265.189 |
| Maximum | 4944.376 |
| Zeros | 7404 |
| Zeros (%) | 40.7% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | -265.189 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.207 |
| Q3 | 5.212 |
| 95-th percentile | 60.042 |
| Maximum | 4944.376 |
| Range | 5209.565 |
| Interquartile range (IQR) | 5.212 |
Descriptive statistics
| Standard deviation | 64.27573033 |
|---|---|
| Coefficient of variation (CV) | 5.037310956 |
| Kurtosis | 2079.101129 |
| Mean | 12.75992903 |
| Median Absolute Deviation (MAD) | 0.207 |
| Skewness | 32.98200786 |
| Sum | 226373.901 |
| Variance | 4131.369509 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 7404 | 40.7% | |
| 0.207 | 27 | 0.1% | |
| 0.017 | 24 | 0.1% | |
| 0.392 | 24 | 0.1% | |
| 0.01 | 24 | 0.1% | |
| 0.018 | 23 | 0.1% | |
| 0.042 | 23 | 0.1% | |
| 2.543 | 22 | 0.1% | |
| 0.196 | 22 | 0.1% | |
| 0.009 | 21 | 0.1% | |
| Other values (5714) | 10127 | 55.6% | |
| (Missing) | 466 | 2.6% |
| Value | Count | Frequency (%) | |
| -265.189 | 1 | < 0.1% | |
| -139.488 | 1 | < 0.1% | |
| -83.886 | 1 | < 0.1% | |
| -38.57 | 1 | < 0.1% | |
| -15.789 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4944.376 | 1 | < 0.1% | |
| 1722.653 | 1 | < 0.1% | |
| 1473.447 | 1 | < 0.1% | |
| 1236.094 | 8 | < 0.1% | |
| 1060.758 | 1 | < 0.1% |
| Distinct count | 4325 |
|---|---|
| Unique (%) | 24.4% |
| Missing | 466 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.084505777577363 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1208.085 |
| Zeros | 8047 |
| Zeros (%) | 44.2% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.093 |
| Q3 | 3.452 |
| 95-th percentile | 72.166 |
| Maximum | 1208.085 |
| Range | 1208.085 |
| Interquartile range (IQR) | 3.452 |
Descriptive statistics
| Standard deviation | 86.94639679 |
|---|---|
| Coefficient of variation (CV) | 4.55586316 |
| Kurtosis | 86.6064531 |
| Mean | 19.08450578 |
| Median Absolute Deviation (MAD) | 0.093 |
| Skewness | 8.345487254 |
| Sum | 338578.217 |
| Variance | 7559.675916 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 8047 | 44.2% | |
| 0.414 | 59 | 0.3% | |
| 15.216 | 59 | 0.3% | |
| 0.061 | 53 | 0.3% | |
| 2.286 | 53 | 0.3% | |
| 6.094 | 53 | 0.3% | |
| 0.084 | 50 | 0.3% | |
| 0.425 | 47 | 0.3% | |
| 1.705 | 47 | 0.3% | |
| 26.221 | 44 | 0.2% | |
| Other values (4315) | 9229 | 50.7% | |
| (Missing) | 466 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 8047 | 44.2% | |
| 0.001 | 13 | 0.1% | |
| 0.002 | 7 | < 0.1% | |
| 0.003 | 5 | < 0.1% | |
| 0.004 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1208.085 | 22 | 0.1% | |
| 1178.62 | 5 | < 0.1% | |
| 1149.154 | 4 | < 0.1% | |
| 1119.689 | 1 | < 0.1% | |
| 1060.758 | 3 | < 0.1% |
| Distinct count | 1527 |
|---|---|
| Unique (%) | 8.6% |
| Missing | 466 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5771010089622908 |
|---|---|
| Minimum | -1.036 |
| Maximum | 200.04 |
| Zeros | 12558 |
| Zeros (%) | 69.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | -1.036 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.046 |
| 95-th percentile | 2.107 |
| Maximum | 200.04 |
| Range | 201.076 |
| Interquartile range (IQR) | 0.046 |
Descriptive statistics
| Standard deviation | 3.657127196 |
|---|---|
| Coefficient of variation (CV) | 6.337066023 |
| Kurtosis | 957.5752054 |
| Mean | 0.577101009 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.80929814 |
| Sum | 10238.349 |
| Variance | 13.37457933 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 12558 | 69.0% | |
| 0.099 | 48 | 0.3% | |
| 0.347 | 37 | 0.2% | |
| 0.039 | 36 | 0.2% | |
| 0.288 | 34 | 0.2% | |
| 0.02 | 33 | 0.2% | |
| 0.48 | 29 | 0.2% | |
| 0.031 | 26 | 0.1% | |
| 0.147 | 25 | 0.1% | |
| 0.03 | 25 | 0.1% | |
| Other values (1517) | 4890 | 26.9% | |
| (Missing) | 466 | 2.6% |
| Value | Count | Frequency (%) | |
| -1.036 | 1 | < 0.1% | |
| 0 | 12558 | 69.0% | |
| 0.001 | 21 | 0.1% | |
| 0.002 | 11 | 0.1% | |
| 0.003 | 14 | 0.1% |
| Value | Count | Frequency (%) | |
| 200.04 | 1 | < 0.1% | |
| 176.793 | 1 | < 0.1% | |
| 117.862 | 1 | < 0.1% | |
| 93.279 | 1 | < 0.1% | |
| 88.396 | 1 | < 0.1% |
| Distinct count | 4493 |
|---|---|
| Unique (%) | 95.6% |
| Missing | 13509 |
| Missing (%) | 74.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 220167.3950617284 |
|---|---|
| Minimum | 1.0 |
| Maximum | 11499203.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 267.7 |
| Q1 | 7488.5 |
| median | 39452 |
| Q3 | 143117.5 |
| 95-th percentile | 773391.85 |
| Maximum | 11499203 |
| Range | 11499202 |
| Interquartile range (IQR) | 135629 |
Descriptive statistics
| Standard deviation | 757763.6332 |
|---|---|
| Coefficient of variation (CV) | 3.441761361 |
| Kurtosis | 84.68473598 |
| Mean | 220167.3951 |
| Median Absolute Deviation (MAD) | 37651.5 |
| Skewness | 8.284578204 |
| Sum | 1034346422 |
| Variance | 5.742057238e+11 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 20 | 4 | < 0.1% | |
| 576 | 4 | < 0.1% | |
| 16 | 4 | < 0.1% | |
| 31 | 4 | < 0.1% | |
| 211 | 4 | < 0.1% | |
| 35 | 3 | < 0.1% | |
| 57 | 3 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 52 | 3 | < 0.1% | |
| 36 | 3 | < 0.1% | |
| Other values (4483) | 4663 | 25.6% | |
| (Missing) | 13509 | 74.2% |
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11499203 | 1 | < 0.1% | |
| 11077179 | 1 | < 0.1% | |
| 10720185 | 1 | < 0.1% | |
| 10341775 | 1 | < 0.1% | |
| 9974831 | 1 | < 0.1% |
| Distinct count | 3058 |
|---|---|
| Unique (%) | 73.1% |
| Missing | 14021 |
| Missing (%) | 77.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9752.512900143334 |
|---|---|
| Minimum | 1.0 |
| Maximum | 422024.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 529.25 |
| median | 1947 |
| Q3 | 6292.75 |
| 95-th percentile | 37495 |
| Maximum | 422024 |
| Range | 422023 |
| Interquartile range (IQR) | 5763.5 |
Descriptive statistics
| Standard deviation | 31126.83656 |
|---|---|
| Coefficient of variation (CV) | 3.191673456 |
| Kurtosis | 57.04642338 |
| Mean | 9752.5129 |
| Median Absolute Deviation (MAD) | 1782 |
| Skewness | 6.876206912 |
| Sum | 40824019 |
| Variance | 968879954 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 14 | 0.1% | |
| 8 | 13 | 0.1% | |
| 2 | 13 | 0.1% | |
| 16 | 12 | 0.1% | |
| 10 | 11 | 0.1% | |
| 5 | 10 | 0.1% | |
| 4 | 10 | 0.1% | |
| 18 | 8 | < 0.1% | |
| 25 | 8 | < 0.1% | |
| 3 | 8 | < 0.1% | |
| Other values (3048) | 4079 | 22.4% | |
| (Missing) | 14021 | 77.0% |
| Value | Count | Frequency (%) | |
| 1 | 14 | 0.1% | |
| 2 | 13 | 0.1% | |
| 3 | 8 | < 0.1% | |
| 4 | 10 | 0.1% | |
| 5 | 10 | 0.1% |
| Value | Count | Frequency (%) | |
| 422024 | 1 | < 0.1% | |
| 388296 | 1 | < 0.1% | |
| 378410 | 1 | < 0.1% | |
| 366944 | 1 | < 0.1% | |
| 356994 | 1 | < 0.1% |
| Distinct count | 3381 |
|---|---|
| Unique (%) | 72.0% |
| Missing | 13509 |
| Missing (%) | 74.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.157484887186037 |
|---|---|
| Minimum | 0.0 |
| Maximum | 166.547 |
| Zeros | 18 |
| Zeros (%) | 0.1% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.289 |
| median | 2.2165 |
| Q3 | 11.96525 |
| 95-th percentile | 43.2014 |
| Maximum | 166.547 |
| Range | 166.547 |
| Interquartile range (IQR) | 11.67625 |
Descriptive statistics
| Standard deviation | 19.18906875 |
|---|---|
| Coefficient of variation (CV) | 1.88915553 |
| Kurtosis | 20.80990768 |
| Mean | 10.15748489 |
| Median Absolute Deviation (MAD) | 2.1875 |
| Skewness | 3.936122066 |
| Sum | 47719.864 |
| Variance | 368.2203595 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.001 | 41 | 0.2% | |
| 0.002 | 33 | 0.2% | |
| 0.003 | 27 | 0.1% | |
| 0.007 | 26 | 0.1% | |
| 0.015 | 21 | 0.1% | |
| 0.008 | 20 | 0.1% | |
| 0.004 | 19 | 0.1% | |
| 0.005 | 18 | 0.1% | |
| 0 | 18 | 0.1% | |
| 0.01 | 17 | 0.1% | |
| Other values (3371) | 4458 | 24.5% | |
| (Missing) | 13509 | 74.2% |
| Value | Count | Frequency (%) | |
| 0 | 18 | 0.1% | |
| 0.001 | 41 | 0.2% | |
| 0.002 | 33 | 0.2% | |
| 0.003 | 27 | 0.1% | |
| 0.004 | 19 | 0.1% |
| Value | Count | Frequency (%) | |
| 166.547 | 1 | < 0.1% | |
| 166.157 | 1 | < 0.1% | |
| 164.624 | 1 | < 0.1% | |
| 162.886 | 1 | < 0.1% | |
| 161.272 | 1 | < 0.1% |
| Distinct count | 1185 |
|---|---|
| Unique (%) | 28.3% |
| Missing | 14021 |
| Missing (%) | 77.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.385950071667463 |
|---|---|
| Minimum | 0.0 |
| Maximum | 7.285 |
| Zeros | 160 |
| Zeros (%) | 0.9% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.001 |
| Q1 | 0.025 |
| median | 0.144 |
| Q3 | 0.52675 |
| 95-th percentile | 1.4765 |
| Maximum | 7.285 |
| Range | 7.285 |
| Interquartile range (IQR) | 0.50175 |
Descriptive statistics
| Standard deviation | 0.6135993915 |
|---|---|
| Coefficient of variation (CV) | 1.589841372 |
| Kurtosis | 20.17786616 |
| Mean | 0.3859500717 |
| Median Absolute Deviation (MAD) | 0.137 |
| Skewness | 3.630156902 |
| Sum | 1615.587 |
| Variance | 0.3765042133 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 160 | 0.9% | |
| 0.001 | 106 | 0.6% | |
| 0.002 | 56 | 0.3% | |
| 0.006 | 51 | 0.3% | |
| 0.007 | 51 | 0.3% | |
| 0.005 | 47 | 0.3% | |
| 0.004 | 46 | 0.3% | |
| 0.008 | 43 | 0.2% | |
| 0.003 | 39 | 0.2% | |
| 0.014 | 35 | 0.2% | |
| Other values (1175) | 3552 | 19.5% | |
| (Missing) | 14021 | 77.0% |
| Value | Count | Frequency (%) | |
| 0 | 160 | 0.9% | |
| 0.001 | 106 | 0.6% | |
| 0.002 | 56 | 0.3% | |
| 0.003 | 39 | 0.2% | |
| 0.004 | 46 | 0.3% |
| Value | Count | Frequency (%) | |
| 7.285 | 1 | < 0.1% | |
| 6.708 | 1 | < 0.1% | |
| 5.729 | 1 | < 0.1% | |
| 5.357 | 1 | < 0.1% | |
| 5.14 | 1 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 12554 |
| Missing (%) | 69.0% |
| Memory size | 142.2 KiB |
| tests performed | |
|---|---|
| people tested | |
| samples tested | |
| units unclear | |
| cases tested | 408 |
| Value | Count | Frequency (%) | |
| tests performed | 2298 | 12.6% | |
| people tested | 1230 | 6.8% | |
| samples tested | 829 | 4.6% | |
| units unclear | 816 | 4.5% | |
| cases tested | 408 | 2.2% | |
| inconsistent units (COVID Tracking Project) | 72 | 0.4% | |
| (Missing) | 12554 | 69.0% |
Length
| Max length | 43 |
|---|---|
| Median length | 3 |
| Mean length | 6.499038831 |
| Min length | 3 |
| Distinct count | 208 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 248 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112937884.45414555 |
|---|---|
| Minimum | 809.0 |
| Maximum | 7794798729.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 809 |
|---|---|
| 5-th percentile | 53192 |
| Q1 | 2722291 |
| median | 9890400 |
| Q3 | 37742157 |
| 95-th percentile | 212559409 |
| Maximum | 7794798729 |
| Range | 7794797920 |
| Interquartile range (IQR) | 35019866 |
Descriptive statistics
| Standard deviation | 704039513.7 |
|---|---|
| Coefficient of variation (CV) | 6.2338649 |
| Kurtosis | 107.7126667 |
| Mean | 112937884.5 |
| Median Absolute Deviation (MAD) | 9334412 |
| Skewness | 10.22314333 |
| Sum | 2.028251467e+12 |
| Variance | 4.956716369e+17 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 25499881 | 140 | 0.8% | |
| 29136808 | 140 | 0.8% | |
| 2722291 | 140 | 0.8% | |
| 128932753 | 140 | 0.8% | |
| 331002647 | 140 | 0.8% | |
| 5421242 | 140 | 0.8% | |
| 8655541 | 140 | 0.8% | |
| 8654618 | 140 | 0.8% | |
| 51269183 | 140 | 0.8% | |
| 10708982 | 140 | 0.8% | |
| Other values (198) | 16559 | 90.9% | |
| (Missing) | 248 | 1.4% |
| Value | Count | Frequency (%) | |
| 809 | 65 | 0.4% | |
| 3483 | 45 | 0.2% | |
| 4999 | 58 | 0.3% | |
| 15002 | 53 | 0.3% | |
| 26221 | 47 | 0.3% |
| Value | Count | Frequency (%) | |
| 7794798729 | 140 | 0.8% | |
| 1439323774 | 140 | 0.8% | |
| 1380004385 | 139 | 0.8% | |
| 331002647 | 140 | 0.8% | |
| 273523621 | 133 | 0.7% |
| Distinct count | 199 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 778 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 433.2215736416317 |
|---|---|
| Minimum | 0.13699999999999998 |
| Maximum | 19347.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0.137 |
|---|---|
| 5-th percentile | 4.289 |
| Q1 | 42.729 |
| median | 93.105 |
| Q3 | 227.322 |
| 95-th percentile | 1209.088 |
| Maximum | 19347.5 |
| Range | 19347.363 |
| Interquartile range (IQR) | 184.593 |
Descriptive statistics
| Standard deviation | 1871.564151 |
|---|---|
| Coefficient of variation (CV) | 4.320108381 |
| Kurtosis | 76.63895638 |
| Mean | 433.2215736 |
| Median Absolute Deviation (MAD) | 68.387 |
| Skewness | 8.370424809 |
| Sum | 7550618.807 |
| Variance | 3502752.372 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 205.859 | 140 | 0.8% | |
| 508.544 | 140 | 0.8% | |
| 272.898 | 140 | 0.8% | |
| 4.037 | 140 | 0.8% | |
| 18.136 | 140 | 0.8% | |
| 58.045 | 140 | 0.8% | |
| 14.462 | 140 | 0.8% | |
| 527.967 | 140 | 0.8% | |
| 122.578 | 140 | 0.8% | |
| 31.033 | 140 | 0.8% | |
| Other values (189) | 16029 | 88.0% | |
| (Missing) | 778 | 4.3% |
| Value | Count | Frequency (%) | |
| 0.137 | 60 | 0.3% | |
| 1.98 | 64 | 0.4% | |
| 3.078 | 65 | 0.4% | |
| 3.202 | 140 | 0.8% | |
| 3.404 | 140 | 0.8% |
| Value | Count | Frequency (%) | |
| 19347.5 | 128 | 0.7% | |
| 7915.731 | 140 | 0.8% | |
| 7039.714 | 103 | 0.6% | |
| 3457.1 | 60 | 0.3% | |
| 1935.907 | 139 | 0.8% |
| Distinct count | 133 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 1599 |
| Missing (%) | 8.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.56350553949904 |
|---|---|
| Minimum | 15.1 |
| Maximum | 48.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 15.1 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 25.4 |
| median | 32.4 |
| Q3 | 41 |
| 95-th percentile | 44.8 |
| Maximum | 48.2 |
| Range | 33.1 |
| Interquartile range (IQR) | 15.6 |
Descriptive statistics
| Standard deviation | 8.926995852 |
|---|---|
| Coefficient of variation (CV) | 0.2741411191 |
| Kurtosis | -1.146325149 |
| Mean | 32.56350554 |
| Median Absolute Deviation (MAD) | 7.4 |
| Skewness | -0.191347171 |
| Sum | 540814.7 |
| Variance | 79.69125494 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 32.4 | 481 | 2.6% | |
| 38.7 | 416 | 2.3% | |
| 31.9 | 283 | 1.6% | |
| 37.9 | 278 | 1.5% | |
| 30.6 | 277 | 1.5% | |
| 29.3 | 273 | 1.5% | |
| 39.7 | 273 | 1.5% | |
| 29.1 | 268 | 1.5% | |
| 41.8 | 217 | 1.2% | |
| 43.4 | 216 | 1.2% | |
| Other values (123) | 13626 | 74.8% | |
| (Missing) | 1599 | 8.8% |
| Value | Count | Frequency (%) | |
| 15.1 | 59 | 0.3% | |
| 16.4 | 112 | 0.6% | |
| 16.7 | 60 | 0.3% | |
| 16.8 | 121 | 0.7% | |
| 17 | 67 | 0.4% |
| Value | Count | Frequency (%) | |
| 48.2 | 140 | 0.8% | |
| 47.9 | 140 | 0.8% | |
| 46.6 | 140 | 0.8% | |
| 46.2 | 79 | 0.4% | |
| 45.5 | 139 | 0.8% |
| Distinct count | 183 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 1818 |
| Missing (%) | 10.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.999473244249192 |
|---|---|
| Minimum | 1.1440000000000001 |
| Maximum | 27.049 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 1.144 |
|---|---|
| 5-th percentile | 2.405 |
| Q1 | 4.12 |
| median | 8.001 |
| Q3 | 15.413 |
| 95-th percentile | 20.396 |
| Maximum | 27.049 |
| Range | 25.905 |
| Interquartile range (IQR) | 11.293 |
Descriptive statistics
| Standard deviation | 6.495612317 |
|---|---|
| Coefficient of variation (CV) | 0.6495954496 |
| Kurtosis | -1.080800634 |
| Mean | 9.999473244 |
| Median Absolute Deviation (MAD) | 4.999 |
| Skewness | 0.4706553758 |
| Sum | 163881.367 |
| Variance | 42.19297938 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 27.049 | 140 | 0.8% | |
| 19.677 | 140 | 0.8% | |
| 19.027 | 140 | 0.8% | |
| 5.809 | 140 | 0.8% | |
| 19.202 | 140 | 0.8% | |
| 23.021 | 140 | 0.8% | |
| 12.922 | 140 | 0.8% | |
| 15.413 | 140 | 0.8% | |
| 14.178 | 140 | 0.8% | |
| 18.517 | 140 | 0.8% | |
| Other values (173) | 14989 | 82.3% | |
| (Missing) | 1818 | 10.0% |
| Value | Count | Frequency (%) | |
| 1.144 | 134 | 0.7% | |
| 1.307 | 136 | 0.7% | |
| 2.168 | 58 | 0.3% | |
| 2.339 | 62 | 0.3% | |
| 2.345 | 137 | 0.8% |
| Value | Count | Frequency (%) | |
| 27.049 | 140 | 0.8% | |
| 23.021 | 140 | 0.8% | |
| 21.502 | 79 | 0.4% | |
| 21.453 | 140 | 0.8% | |
| 21.228 | 140 | 0.8% |
| Distinct count | 182 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 1682 |
| Missing (%) | 9.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.376649863842663 |
|---|---|
| Minimum | 0.526 |
| Maximum | 18.493 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0.526 |
|---|---|
| 5-th percentile | 1.3784 |
| Q1 | 2.382 |
| median | 5.06 |
| Q3 | 10.068 |
| 95-th percentile | 13.799 |
| Maximum | 18.493 |
| Range | 17.967 |
| Interquartile range (IQR) | 7.686 |
Descriptive statistics
| Standard deviation | 4.466893679 |
|---|---|
| Coefficient of variation (CV) | 0.7005079116 |
| Kurtosis | -0.8338762137 |
| Mean | 6.376649864 |
| Median Absolute Deviation (MAD) | 3.277 |
| Skewness | 0.6064875363 |
| Sum | 105374.139 |
| Variance | 19.95313914 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3.053 | 235 | 1.3% | |
| 15.957 | 140 | 0.8% | |
| 3.182 | 140 | 0.8% | |
| 9.207 | 140 | 0.8% | |
| 9.732 | 140 | 0.8% | |
| 9.788 | 140 | 0.8% | |
| 8.622 | 140 | 0.8% | |
| 13.053 | 140 | 0.8% | |
| 3.407 | 140 | 0.8% | |
| 10.813 | 140 | 0.8% | |
| Other values (172) | 15030 | 82.6% | |
| (Missing) | 1682 | 9.2% |
| Value | Count | Frequency (%) | |
| 0.526 | 134 | 0.7% | |
| 0.617 | 136 | 0.7% | |
| 1.114 | 137 | 0.8% | |
| 1.285 | 48 | 0.3% | |
| 1.308 | 58 | 0.3% |
| Value | Count | Frequency (%) | |
| 18.493 | 140 | 0.8% | |
| 16.24 | 140 | 0.8% | |
| 15.957 | 140 | 0.8% | |
| 14.924 | 79 | 0.4% | |
| 14.524 | 140 | 0.8% |
| Distinct count | 183 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 1814 |
| Missing (%) | 10.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23625.697895382174 |
|---|---|
| Minimum | 661.24 |
| Maximum | 116935.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 661.24 |
|---|---|
| 5-th percentile | 1569.888 |
| Q1 | 7292.458 |
| median | 16277.671 |
| Q3 | 36085.843 |
| 95-th percentile | 65530.537 |
| Maximum | 116935.6 |
| Range | 116274.36 |
| Interquartile range (IQR) | 28793.385 |
Descriptive statistics
| Standard deviation | 21505.14865 |
|---|---|
| Coefficient of variation (CV) | 0.9102439534 |
| Kurtosis | 2.641853017 |
| Mean | 23625.6979 |
| Median Absolute Deviation (MAD) | 12050.041 |
| Skewness | 1.462429638 |
| Sum | 387296065.6 |
| Variance | 462471418.6 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2442.804 | 140 | 0.8% | |
| 39002.223 | 140 | 0.8% | |
| 85535.383 | 140 | 0.8% | |
| 45436.686 | 140 | 0.8% | |
| 15469.207 | 140 | 0.8% | |
| 15308.712 | 140 | 0.8% | |
| 44648.71 | 140 | 0.8% | |
| 46482.958 | 140 | 0.8% | |
| 26808.164 | 140 | 0.8% | |
| 24765.954 | 140 | 0.8% | |
| Other values (173) | 14993 | 82.3% | |
| (Missing) | 1814 | 10.0% |
| Value | Count | Frequency (%) | |
| 661.24 | 64 | 0.4% | |
| 702.225 | 48 | 0.3% | |
| 752.788 | 63 | 0.3% | |
| 808.133 | 67 | 0.4% | |
| 926 | 59 | 0.3% |
| Value | Count | Frequency (%) | |
| 116935.6 | 136 | 0.7% | |
| 94277.965 | 133 | 0.7% | |
| 85535.383 | 140 | 0.8% | |
| 71809.251 | 69 | 0.4% | |
| 67335.293 | 139 | 0.8% |
| Distinct count | 73 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 7338 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.76073235808262 |
|---|---|
| Minimum | 0.1 |
| Maximum | 77.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.5 |
| median | 1.5 |
| Q3 | 10 |
| 95-th percentile | 49.6 |
| Maximum | 77.6 |
| Range | 77.5 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 17.18895112 |
|---|---|
| Coefficient of variation (CV) | 1.761030882 |
| Kurtosis | 4.224100458 |
| Mean | 9.760732358 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 2.208558425 |
| Sum | 106089.4 |
| Variance | 295.4600405 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2 | 1528 | 8.4% | |
| 0.5 | 1114 | 6.1% | |
| 0.7 | 843 | 4.6% | |
| 0.1 | 678 | 3.7% | |
| 2 | 351 | 1.9% | |
| 1 | 350 | 1.9% | |
| 1.3 | 283 | 1.6% | |
| 2.5 | 278 | 1.5% | |
| 1.5 | 276 | 1.5% | |
| 5.7 | 271 | 1.5% | |
| Other values (63) | 4897 | 26.9% | |
| (Missing) | 7338 | 40.3% |
| Value | Count | Frequency (%) | |
| 0.1 | 678 | 3.7% | |
| 0.2 | 1528 | 8.4% | |
| 0.5 | 1114 | 6.1% | |
| 0.6 | 73 | 0.4% | |
| 0.7 | 843 | 4.6% |
| Value | Count | Frequency (%) | |
| 77.6 | 59 | 0.3% | |
| 77.1 | 67 | 0.4% | |
| 71.7 | 48 | 0.3% | |
| 71.4 | 46 | 0.3% | |
| 67.1 | 53 | 0.3% |
| Distinct count | 186 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 1666 |
| Missing (%) | 9.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243.74032102049452 |
|---|---|
| Minimum | 79.37 |
| Maximum | 724.4169999999999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 79.37 |
|---|---|
| 5-th percentile | 99.403 |
| Q1 | 145.183 |
| median | 232.347 |
| Q3 | 310.496 |
| 95-th percentile | 466.792 |
| Maximum | 724.417 |
| Range | 645.047 |
| Interquartile range (IQR) | 165.313 |
Descriptive statistics
| Standard deviation | 119.2157724 |
|---|---|
| Coefficient of variation (CV) | 0.48910977 |
| Kurtosis | 0.8160462008 |
| Mean | 243.740321 |
| Median Absolute Deviation (MAD) | 85.493 |
| Skewness | 0.9518654832 |
| Sum | 4031708.65 |
| Variance | 14212.40038 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 233.07 | 140 | 0.8% | |
| 79.37 | 140 | 0.8% | |
| 151.089 | 140 | 0.8% | |
| 177.961 | 140 | 0.8% | |
| 133.982 | 140 | 0.8% | |
| 114.767 | 140 | 0.8% | |
| 253.782 | 140 | 0.8% | |
| 260.942 | 140 | 0.8% | |
| 113.151 | 140 | 0.8% | |
| 93.32 | 140 | 0.8% | |
| Other values (176) | 15141 | 83.2% | |
| (Missing) | 1666 | 9.2% |
| Value | Count | Frequency (%) | |
| 79.37 | 140 | 0.8% | |
| 85.755 | 76 | 0.4% | |
| 85.998 | 140 | 0.8% | |
| 86.06 | 140 | 0.8% | |
| 92.243 | 140 | 0.8% |
| Value | Count | Frequency (%) | |
| 724.417 | 64 | 0.4% | |
| 597.029 | 130 | 0.7% | |
| 561.494 | 59 | 0.3% | |
| 559.812 | 133 | 0.7% | |
| 539.849 | 66 | 0.4% |
| Distinct count | 141 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 1072 |
| Missing (%) | 5.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.003309016632622 |
|---|---|
| Minimum | 0.99 |
| Maximum | 23.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0.99 |
|---|---|
| 5-th percentile | 2.42 |
| Q1 | 5.31 |
| median | 7.11 |
| Q3 | 10.08 |
| 95-th percentile | 16.52 |
| Maximum | 23.36 |
| Range | 22.37 |
| Interquartile range (IQR) | 4.77 |
Descriptive statistics
| Standard deviation | 4.007673215 |
|---|---|
| Coefficient of variation (CV) | 0.5007520273 |
| Kurtosis | 1.492878772 |
| Mean | 8.003309017 |
| Median Absolute Deviation (MAD) | 2.29 |
| Skewness | 1.138760086 |
| Sum | 137136.7 |
| Variance | 16.0614446 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.42 | 846 | 4.6% | |
| 7.11 | 613 | 3.4% | |
| 10.08 | 414 | 2.3% | |
| 3.94 | 358 | 2.0% | |
| 11.62 | 356 | 2.0% | |
| 5.31 | 280 | 1.5% | |
| 5.59 | 280 | 1.5% | |
| 9.74 | 278 | 1.5% | |
| 16.52 | 275 | 1.5% | |
| 9.59 | 270 | 1.5% | |
| Other values (131) | 13165 | 72.3% | |
| (Missing) | 1072 | 5.9% |
| Value | Count | Frequency (%) | |
| 0.99 | 63 | 0.3% | |
| 1.82 | 59 | 0.3% | |
| 1.91 | 62 | 0.3% | |
| 2.16 | 60 | 0.3% | |
| 2.42 | 846 | 4.6% |
| Value | Count | Frequency (%) | |
| 23.36 | 59 | 0.3% | |
| 22.63 | 61 | 0.3% | |
| 22.02 | 60 | 0.3% | |
| 21.52 | 61 | 0.3% | |
| 17.72 | 74 | 0.4% |
| Distinct count | 107 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 4631 |
| Missing (%) | 25.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.431110783736006 |
|---|---|
| Minimum | 0.1 |
| Maximum | 44.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 1.9 |
| median | 7.1 |
| Q3 | 20 |
| 95-th percentile | 30.2 |
| Maximum | 44 |
| Range | 43.9 |
| Interquartile range (IQR) | 18.1 |
Descriptive statistics
| Standard deviation | 10.58293077 |
|---|---|
| Coefficient of variation (CV) | 0.9258007355 |
| Kurtosis | -0.6123731073 |
| Mean | 11.43111078 |
| Median Absolute Deviation (MAD) | 6.2 |
| Skewness | 0.7391592826 |
| Sum | 155188.76 |
| Variance | 111.9984237 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.9 | 474 | 2.6% | |
| 2 | 401 | 2.2% | |
| 1 | 356 | 2.0% | |
| 0.8 | 354 | 1.9% | |
| 0.3 | 330 | 1.8% | |
| 2.8 | 268 | 1.5% | |
| 30.1 | 210 | 1.2% | |
| 19.6 | 208 | 1.1% | |
| 1.2 | 208 | 1.1% | |
| 20.9 | 206 | 1.1% | |
| Other values (97) | 10561 | 58.0% | |
| (Missing) | 4631 | 25.4% |
| Value | Count | Frequency (%) | |
| 0.1 | 59 | 0.3% | |
| 0.2 | 194 | 1.1% | |
| 0.3 | 330 | 1.8% | |
| 0.4 | 148 | 0.8% | |
| 0.5 | 134 | 0.7% |
| Value | Count | Frequency (%) | |
| 44 | 62 | 0.3% | |
| 37.7 | 83 | 0.5% | |
| 35.3 | 140 | 0.8% | |
| 34.3 | 140 | 0.8% | |
| 34.2 | 75 | 0.4% |
| Distinct count | 122 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 4773 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.6131010867947 |
|---|---|
| Minimum | 7.7 |
| Maximum | 78.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 7.7 |
|---|---|
| 5-th percentile | 14.2 |
| Q1 | 21.4 |
| median | 31.4 |
| Q3 | 40.8 |
| 95-th percentile | 53.3 |
| Maximum | 78.1 |
| Range | 70.4 |
| Interquartile range (IQR) | 19.4 |
Descriptive statistics
| Standard deviation | 13.16137496 |
|---|---|
| Coefficient of variation (CV) | 0.4035609776 |
| Kurtosis | 0.4367807598 |
| Mean | 32.61310109 |
| Median Absolute Deviation (MAD) | 9.4 |
| Skewness | 0.5668872901 |
| Sum | 438124.4 |
| Variance | 173.2217908 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 24.7 | 311 | 1.7% | |
| 31.4 | 279 | 1.5% | |
| 33.7 | 271 | 1.5% | |
| 16.5 | 264 | 1.4% | |
| 16.6 | 218 | 1.2% | |
| 33.1 | 217 | 1.2% | |
| 30.9 | 209 | 1.1% | |
| 37.8 | 206 | 1.1% | |
| 18.8 | 201 | 1.1% | |
| 12.3 | 198 | 1.1% | |
| Other values (112) | 11060 | 60.7% | |
| (Missing) | 4773 | 26.2% |
| Value | Count | Frequency (%) | |
| 7.7 | 66 | 0.4% | |
| 8.5 | 66 | 0.4% | |
| 9.9 | 71 | 0.4% | |
| 10.8 | 129 | 0.7% | |
| 11.4 | 58 | 0.3% |
| Value | Count | Frequency (%) | |
| 78.1 | 58 | 0.3% | |
| 76.1 | 133 | 0.7% | |
| 65.8 | 71 | 0.4% | |
| 58.3 | 140 | 0.8% | |
| 55.5 | 137 | 0.8% |
| Distinct count | 92 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 11085 |
| Missing (%) | 60.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.96743091828138 |
|---|---|
| Minimum | 1.188 |
| Maximum | 98.999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 1.188 |
|---|---|
| 5-th percentile | 6.144 |
| Q1 | 24.651 |
| median | 60.13 |
| Q3 | 84.169 |
| 95-th percentile | 95.803 |
| Maximum | 98.999 |
| Range | 97.811 |
| Interquartile range (IQR) | 59.518 |
Descriptive statistics
| Standard deviation | 30.75058197 |
|---|---|
| Coefficient of variation (CV) | 0.5494370828 |
| Kurtosis | -1.327404045 |
| Mean | 55.96743092 |
| Median Absolute Deviation (MAD) | 25.717 |
| Skewness | -0.2934412858 |
| Sum | 398600.043 |
| Variance | 945.5982918 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 85.847 | 140 | 0.8% | |
| 87.847 | 140 | 0.8% | |
| 47.782 | 140 | 0.8% | |
| 60.13 | 140 | 0.8% | |
| 59.55 | 139 | 0.8% | |
| 94.576 | 138 | 0.8% | |
| 89.827 | 136 | 0.7% | |
| 78.463 | 136 | 0.7% | |
| 80.635 | 135 | 0.7% | |
| 83.741 | 135 | 0.7% | |
| Other values (82) | 5743 | 31.5% | |
| (Missing) | 11085 | 60.9% |
| Value | Count | Frequency (%) | |
| 1.188 | 63 | 0.3% | |
| 2.117 | 4 | < 0.1% | |
| 2.735 | 67 | 0.4% | |
| 4.472 | 67 | 0.4% | |
| 4.617 | 65 | 0.4% |
| Value | Count | Frequency (%) | |
| 98.999 | 67 | 0.4% | |
| 97.719 | 83 | 0.5% | |
| 97.4 | 134 | 0.7% | |
| 97.164 | 67 | 0.4% | |
| 95.803 | 70 | 0.4% |
| Distinct count | 100 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 2883 |
| Missing (%) | 15.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2561350169668493 |
|---|---|
| Minimum | 0.1 |
| Maximum | 13.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.53 |
| Q1 | 1.4 |
| median | 2.6 |
| Q3 | 4.28 |
| 95-th percentile | 8 |
| Maximum | 13.8 |
| Range | 13.7 |
| Interquartile range (IQR) | 2.88 |
Descriptive statistics
| Standard deviation | 2.626502641 |
|---|---|
| Coefficient of variation (CV) | 0.8066319816 |
| Kurtosis | 3.683984342 |
| Mean | 3.256135017 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 1.759252679 |
| Sum | 49897.013 |
| Variance | 6.898516123 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.6 | 542 | 3.0% | |
| 0.8 | 449 | 2.5% | |
| 0.7 | 409 | 2.2% | |
| 1.5 | 387 | 2.1% | |
| 1.3 | 368 | 2.0% | |
| 1.4 | 340 | 1.9% | |
| 2 | 337 | 1.9% | |
| 3.6 | 336 | 1.8% | |
| 2.6 | 333 | 1.8% | |
| 0.3 | 330 | 1.8% | |
| Other values (90) | 11493 | 63.1% | |
| (Missing) | 2883 | 15.8% |
| Value | Count | Frequency (%) | |
| 0.1 | 54 | 0.3% | |
| 0.2 | 59 | 0.3% | |
| 0.3 | 330 | 1.8% | |
| 0.4 | 67 | 0.4% | |
| 0.5 | 251 | 1.4% |
| Value | Count | Frequency (%) | |
| 13.8 | 128 | 0.7% | |
| 13.05 | 140 | 0.8% | |
| 12.27 | 140 | 0.8% | |
| 11 | 140 | 0.8% | |
| 8.8 | 66 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| iso_code | location | date | total_cases | new_cases | total_deaths | new_deaths | total_cases_per_million | new_cases_per_million | total_deaths_per_million | new_deaths_per_million | total_tests | new_tests | total_tests_per_thousand | new_tests_per_thousand | tests_units | population | population_density | median_age | aged_65_older | aged_70_older | gdp_per_capita | extreme_poverty | cvd_death_rate | diabetes_prevalence | female_smokers | male_smokers | handwashing_facilities | hospital_beds_per_100k | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ABW | Aruba | 2020-03-13 | 2 | 2 | 0 | 0 | 18.733 | 18.733 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 1 | ABW | Aruba | 2020-03-20 | 4 | 2 | 0 | 0 | 37.465 | 18.733 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 2 | ABW | Aruba | 2020-03-24 | 12 | 8 | 0 | 0 | 112.395 | 74.930 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 3 | ABW | Aruba | 2020-03-25 | 17 | 5 | 0 | 0 | 159.227 | 46.831 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 4 | ABW | Aruba | 2020-03-26 | 19 | 2 | 0 | 0 | 177.959 | 18.733 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 5 | ABW | Aruba | 2020-03-27 | 28 | 9 | 0 | 0 | 262.256 | 84.296 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 6 | ABW | Aruba | 2020-03-28 | 28 | 0 | 0 | 0 | 262.256 | 0.000 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 7 | ABW | Aruba | 2020-03-29 | 28 | 0 | 0 | 0 | 262.256 | 0.000 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 8 | ABW | Aruba | 2020-03-30 | 50 | 22 | 0 | 0 | 468.314 | 206.058 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
| 9 | ABW | Aruba | 2020-04-01 | 55 | 5 | 0 | 0 | 515.145 | 46.831 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 106766.0 | 584.8 | 41.2 | 13.085 | 7.452 | 35973.781 | NaN | NaN | 11.62 | NaN | NaN | NaN | NaN |
Last rows
| iso_code | location | date | total_cases | new_cases | total_deaths | new_deaths | total_cases_per_million | new_cases_per_million | total_deaths_per_million | new_deaths_per_million | total_tests | new_tests | total_tests_per_thousand | new_tests_per_thousand | tests_units | population | population_density | median_age | aged_65_older | aged_70_older | gdp_per_capita | extreme_poverty | cvd_death_rate | diabetes_prevalence | female_smokers | male_smokers | handwashing_facilities | hospital_beds_per_100k | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18197 | NaN | International | 2020-02-23 | 634 | 0 | 2 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18198 | NaN | International | 2020-02-24 | 691 | 57 | 3 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18199 | NaN | International | 2020-02-25 | 691 | 0 | 3 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18200 | NaN | International | 2020-02-26 | 691 | 0 | 4 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18201 | NaN | International | 2020-02-27 | 705 | 14 | 4 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18202 | NaN | International | 2020-02-28 | 705 | 0 | 4 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18203 | NaN | International | 2020-02-29 | 705 | 0 | 6 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18204 | NaN | International | 2020-03-01 | 705 | 0 | 6 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18205 | NaN | International | 2020-03-02 | 705 | 0 | 6 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 18206 | NaN | International | 2020-03-10 | 696 | -9 | 7 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |